Wei-An Lin, Haofu Liao, Cheng Peng, Xiaohang Sun, Jingdan Zhang, Jiebo Luo, Rama Chellappa, Shaohua Kevin Zhou; Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, pp. 10512-10521. Computed tomography (CT) is an imaging modality widely used for medical diagnosis and treatment.Ramalingam "Rama" Chellappa, Dr. Wayne C. Westerman, Ms. Lila Ibrahim Liebat, Dr. Andrew P. Sage Jr., Dr. Joel S. Emer, Mr. Rick D. Hess, and Ragu ...I n the field of artificial intelligence, there are winters and there are springs—barren stretches followed by exhilarating bursts of innovation and funding. Right now, we find ourselves definitively in the midst of an AI spring, says Johns Hopkins engineer Rama Chellappa, a veteran of the industry for more than four decades. "AI has this …Mark S. Nixon, Tieniu Tan, Rama Chellappa. Springer Science & Business Media, May 26, 2010 - Computers - 188 pages. Human Identification Based on Gait is the first book to address gait as a biometric. Biometrics is now in a unique position where it affects most people's lives. This is especially true of "gait", which is one of the most …Ramanathan and Chellappa [22], [23] proposed a method to estimate the age separation between a pair of face images of an individual. Considering four age separation categories namely, 1–2 years, 3–4 years, 5–7 years and 8–9 years, they created intra-personal subspaces for each category using the difference images obtained from pairs of ...DOI: 10.1109/CVPR.2013.435 Corpus ID: 14703031; Computationally Efficient Regression on a Dependency Graph for Human Pose Estimation @article{Hara2013ComputationallyER, title={Computationally Efficient Regression on a Dependency Graph for Human Pose Estimation}, author={Kota Hara and Rama …Ilya Kavalerov and Rama Chellappa acknowledge support of the MURI from the Army Research Office under the Grant No. W911NF-17-1-0304. This is part of the collaboration between US DOD, UK MOD and UK Engi-neering and Physical Research Council (EPSRC) under the Multidisciplinary University Research Initiative. Wojciech Czaja acknowledges …Rama Chellappa, PhD Written by Catherine Graham on December 8, 2021 . Rama Chellappa, PhD. Co-Principal Investigator [email protected] Bloomberg Distinguished ... Rama Chellappa In recent years, attention models have been extensively used for person and vehicle re-identification. Most reidentification methods are designed to focus attention at key-point ...Rama Chellappa is a Bloomberg Distinguished Professor in the Departments of Electrical and Computer Engineering and Biomedical Engineering at Johns Hopkins University (JHU). At JHU, he is also affiliated with MINDS, CIS and CLSP. He holds a non-tenure position as a College Park Professor in the ECE department at University of Maryland (UMD). robert t. frankot, member, ieee, and rama chellappa, senior member, ieee Abstract-Several recently developed techniques for reconstructing surface shape from shading information estimate surface ...Ramanathan and Chellappa [22], [23] proposed a method to estimate the age separation between a pair of face images of an individual. Considering four age separation categories namely, 1–2 years, 3–4 years, 5–7 years and 8–9 years, they created intra-personal subspaces for each category using the difference images obtained from pairs of ...Mar 6, 2023 · Right now, we find ourselves definitively in the midst of an AI spring, says Johns Hopkins engineer Rama Chellappa, a veteran of the industry for more than four decades. "AI has this crazy life where it goes through cycles," says Chellappa, a Bloomberg Distinguished Professor in electrical, computer, and biomedical engineering. In Can We Trust AI?, Dr. Rama Chellappa, a researcher and innovator with 40 years in the field, recounts the evolution of AI, its current uses, and how it will drive industries and shape lives in the future. Leading AI researchers, thought leaders, and entrepreneurs contribute their expertise as well on how AI works, what we can expect from it ...Prof. Rama Chellappa received the B.E. (Hons.) degree in Electronics and Communication Engineering from the University of Madras, India in 1975 and the M.E. (with Distinction) degree from the Indian Institute of Science, Bangalore, India in 1977. ... Prof. Chellappa served as an associate editor of four IEEE Transactions, as a co-Editor-in ...In Can We Trust AI?, Dr. Rama Chellappa, a researcher and innovator with 40 years in the field, recounts the evolution of AI, its current uses, and how it will drive industries and shape lives in the future. Leading AI researchers, thought leaders, and entrepreneurs contribute their expertise as well on how AI works, what we can expect from it ...About me. I am a PhD candidate in the Artificial Intelligence for Engineering and Medicine Lab under supervision of professor Rama Chellappa at the Johns Hopkins University. My research intresets lie primarily in Computer Vision, Signal Processing and Machine Learning. During my PhD studies, in particular, I have been working on the problem of …Authors: Navaneeth Bodla, Bharat Singh, Rama Chellappa, Larry S. Davis. Download a PDF of the paper titled Soft-NMS -- Improving Object Detection With One Line of Code, by Navaneeth Bodla and 3 other authors. Download PDF Abstract: Non-maximum suppression is an integral part of the object detection pipeline. First, it sorts all …Mar 6, 2023 · Right now, we find ourselves definitively in the midst of an AI spring, says Johns Hopkins engineer Rama Chellappa, a veteran of the industry for more than four decades. “AI has this crazy life where it goes through cycles,” says Chellappa, a Bloomberg Distinguished Professor in electrical, computer, and biomedical engineering. Dive into the research topics where Rama Chellappa is active. These topic labels come from the works of this person. Together they form a unique fingerprint ...Dec 11, 2023 ... ... Rama Chellappa listens via video chat at the University's Homewood campus on Tuesday, Nov. 7, 2023. (Kylie Cooper/The Baltimore Banner). “We ...Rama Chellappa received the B.E. (Hons.) degree from the University of Madras, India, in 1975 and the M.E. (Distinction) degree from the Indian Institute of Science, Bangalore, in 1977. He received the M.S.E.E. and Ph.D. degrees in elec trical engineering from Purdue University, West Lafayette, IN, in 1978 and 1981, respectively.Soft-NMS is proposed, an algorithm which decays the detection scores of all other objects as a continuous function of their overlap with M and improves state-of-the-art in object detection from 39.8% to 40.9% with a single model. Non-maximum suppression is an integral part of the object detection pipeline. First, it sorts all detection boxes on the basis …Authors: Shraman Pramanick, Guangxing Han, Rui Hou, Sayan Nag, Ser-Nam Lim, Nicolas Ballas, Qifan Wang, Rama Chellappa, Amjad Almahairi Download a PDF of the paper titled Jack of All Tasks, Master of Many: Designing General-purpose Coarse-to-Fine Vision-Language Model, by Shraman Pramanick and 8 other authorsI obtained my Ph.D under Prof. Rama Chellappa, for which I was awarded the ECE Distinguished Dissertation Award. I am interested in what makes a Machine Learning system trustworthy. I study this question from varied perspectives: Interpretable Auditing: Quantifying when ML systems fail and reasoning why they fail.Introduction. My research interests span computer vision, pattern recognition, machine learning and artificial intelligence. We integrate concepts from 3D geometry, illumination …Nov 15, 2022 · Rama Chellappa, PhD, is a pioneering researcher and inventor in the fields of artificial intelligence, computer vision, and machine learning. A Bloomberg Distinguished Professor in electrical, computer, and biomedical engineering, he is also a member of the Johns Hopkins Center for Imaging Science, the Center for Language and Speech Processing ... Rama Chellappa. Departments of Electrical and Computer Engineering and Biomedical Engineering, Johns Hopkins University (JHU), 3400 North Charles Street, 21218, Baltimore, MD, USA, Luc Van Gool. Department of Information Technology and Electrical Engineering, ETF C 117, Sternwartstrasse 7, 8092, Zurich, Switzerland.SSH: Single Stage Headless Face Detector. Mahyar Najibi, Pouya Samangouei, Rama Chellappa, Larry Davis. We introduce the Single Stage Headless (SSH) face detector. Unlike two stage proposal-classification detectors, SSH detects faces in a single stage directly from the early convolutional layers in a classification network. SSH …Rama Chellappa, a Bloomberg Distinguished Professor in electrical and computer engineering and biomedical engineering and chief scientist at the Johns Hopkins Institute for Assured Autonomy, is a pioneer in the area of artificial intelligence.His work in computer vision, pattern recognition, and machine learning have had a profound impact …Rama Chellappa, PhD, is a pioneering researcher and inventor in the fields of artificial intelligence, computer vision, and machine learning. A Bloomberg Distinguished Professor in electrical, computer, and biomedical engineering, he is also a member of the Johns Hopkins Center for Imaging Science, the Center for Language and Speech Processing, the Institute for Assured Autonomy, and the ... Rama Chellappa, PhD Written by Catherine Graham on December 8, 2021 . Rama Chellappa, PhD. Co-Principal Investigator [email protected] Bloomberg Distinguished ... Ankan Bansal Anirudh Nanduri Carlos D. Castillo Rajeev Ranjan Rama Chellappa University of Maryland, College Park fankan,snanduri,carlos,rranjan1,[email protected] Abstract Recent progress in face detection (including keypoint detection), and recognition is mainly being driven by (i) …Rama Chellappa. Departments of Electrical and Computer Engineering and Biomedical Engineering, Johns Hopkins University (JHU), 3400 North Charles Street, 21218, Baltimore, MD, USA, Luc Van Gool. Department of Information Technology and Electrical Engineering, ETF C 117, Sternwartstrasse 7, 8092, Zurich, Switzerland.Feb 7, 2023 · Chellappa, a Bloomberg Distinguished Professor in electrical and computer engineering and biomedical engineering, was among 106 new members and 18 international members announced as part of NAE's Class of 2023 on Tuesday. Academy membership honors those who have made outstanding contributions to engineering research, practice, or education. arXiv.org e-Print archiveRama Chellappa, College Park Professor and professor emeritus at UMD and Bloomberg Distinguished Professor at Johns Hopkins University, is a pioneer in the area of artificial intelligence. His work in computer vision, pattern recognition, and machine learning has had profound impact on areas including biometrics, smart cars, forensics, and 2D …Rama CHELLAPPA, Minta Martin Professor of Engineering and Chair, ECE | Cited by 66852 | of University of Maryland, College Park, MD (UMD, UMCP, ...Introduction. Vishal M. Patel, Rama Chellappa. Pages 1-2. Compressive Sensing. Vishal ... Rama Chellappa. Back to top. Bibliographic Information. Book Title: ...Amit Agrawal, Ramesh Raskar and Rama Chellappa ECCV 2006 (oral presentation) pdf ... Rama Chellappa and Ramesh Raskar ICCV 2005 pdf ...Authors: Boyu Lu, Jun-Cheng Chen, Rama Chellappa. Download a PDF of the paper titled Unsupervised Domain-Specific Deblurring via Disentangled Representations, by Boyu Lu and 1 other authors. Download PDF Abstract: Image deblurring aims to restore the latent sharp images from the corresponding blurred ones. …Vineet R. Shenoy, Pirazh Khorramshahi, Rama Chellappa. Technical Report, 2022. We classify vehicle actions as such as "right turn", "left turn" and "straight through" by solving a sixth-order polynomial that depends on the vehicle's trajectory and the parametric definition of a movement. Towards real-time systems for Vehicle Re-Identification ...Rama Chellappa is a College Park Professor in the Department of Electrical and Computer Engineering. Since 1991, he has been a professor of electrical engineering and an affiliate professor of computer science. He is also affiliated with the Center for Automation Research and previously served as its director. Rama Chellappa is a College Park Professor in the Department of Electrical and Computer Engineering. Since 1991, he has been a professor of electrical engineering and an affiliate professor of computer science. He is also affiliated with the Center for Automation Research and previously served as its director. In 2005, he was named a Minta ...Rama Chellappa is a Minta Martin Professor of Engineering at the University of Maryland. He received his MSEE and Ph.D. degrees in electrical engineering ...Saketh Rambhatla. I am a postdoctoral researcher at Meta AI working with Dr. Ishan Misra.I obtained my Ph.D. in ECE at University of Maryland , College Park, where I worked on in-the-wild visual understanding with Dr. Rama Chellappa and Dr. Abhinav Shrivastava.. I completed my bachelor's and master's at Indian Institute of Technology, …Rama Chellappa is a Bloomberg Distinguished Professor in electrical and computer engineering and biomedical engineering and a pioneer in artificial intelligence. He is known for his research on facial recognition, machine learning, and biomedical data science, and has been elected to the National Academy of Engineering and the IEEE Signal Processing Medal. Prof. Rama Chellappa received the B.E. (Hons.) degree in Electronics and Communication Engineering from the University of Madras, India in 1975 and the M.E. (with Distinction) degree from the Indian Institute of Science, Bangalore, India in 1977. ... Prof. Chellappa served as an associate editor of four IEEE Transactions, as a co-Editor-in ...Apr 3, 2020 ... We are excited to announce the addition of Rama Chellappa to our department as a Bloomberg Distinguished Professor!In their new book ‘Can We Trust AI?’, researcher Rama Chellappa and WSJ science reporter Eric Niiler recount the evolution of AI and how it could shape lives and industries in the future. The authors sit down with WSJ live journalism news editor Sara Castellanos to discuss the promise and peril of artificial intelligence in healthcare.arXiv.org e-Print archiveRama Chellappa, a Bloomberg Distinguished Professor in electrical and computer engineering and biomedical engineering and chief scientist at the Johns Hopkins Institute for Assured Autonomy, is a pioneer in the area …Handbook of Remote Biometrics: for Surveillance and Security - Ebook written by Massimo Tistarelli, Stan Z. Li, Rama Chellappa. Read this book using Google Play Books app on your PC, android, iOS devices. Download for offline reading, highlight, bookmark or take notes while you read Handbook of Remote Biometrics: for Surveillance and Security.Zero-Shot Object Detection Ankan Bansal 1, Karan Sikka2, Gaurav Sharma3, Rama Chellappa1, and Ajay Divakaran2 1 University of Maryland, College Park, MD 2 SRI International, Princeton, NJ 3 NEC Labs America, Cupertino, CA Abstract. We introduce and tackle the problem of zero-shot object detection (ZSD), which aims to detect object …Ramalingam "Rama" Chellappa is a Bloomberg Distinguished Professor, who works at Johns Hopkins University. At Johns Hopkins University, he is a member of the Center for …Rama CHELLAPPA, Minta Martin Professor of Engineering and Chair, ECE | Cited by 66852 | of University of Maryland, College Park, MD (UMD, UMCP, ...View Rama Chellappa's profile on LinkedIn, the world's largest professional community. Rama has 1 job listed on their profile. See the complete profile on ...Rama Chellappa, a Bloomberg Distinguished Professor in electrical and computer engineering and biomedical engineering at Johns Hopkins University is a leading researcher in the area of artificial intelligence. His work in computer vision, pattern recognition, and machine learning have had a profound impact on areas including biometrics, smart ... BACKGROUND. Prof. Rama Chellappa received the B.E. (Hons.) degree in Electronics and Communication Engineering from the University of Madras, India in 1975 and the M.E. (with Distinction) degree from the Indian Institute of Science, Bangalore, India in 1977. SSH: Single Stage Headless Face Detector. Mahyar Najibi, Pouya Samangouei, Rama Chellappa, Larry Davis. We introduce the Single Stage Headless (SSH) face detector. Unlike two stage proposal-classification detectors, SSH detects faces in a single stage directly from the early convolutional layers in a classification network. SSH …IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, VOL 10, NO 4, JULY 1988 439 A Method for Enforcing Integrability in Shape from Shading Algorithms ROBERT T. FRANKOT, MEMBER, IEEE, AND RAMA CHELLAPPA, SENIOR MEMBER, IEEE Abstract-Several recently developed techniques for reconstructing …Jan 31, 2023 · In their new book ‘Can We Trust AI?’, researcher Rama Chellappa and WSJ science reporter Eric Niiler recount the evolution of AI and how it could shape lives and industries in the future. The ... Feb 7, 2023 · Chellappa, a Bloomberg Distinguished Professor in electrical and computer engineering and biomedical engineering, was among 106 new members and 18 international members announced as part of NAE's Class of 2023 on Tuesday. Academy membership honors those who have made outstanding contributions to engineering research, practice, or education. Rama Chellappa is a College Park Professor in the Department of Electrical and Computer Engineering. Since 1991, he has been a professor of electrical engineering and an affiliate professor of computer science. He is also affiliated with the Center for Automation Research and previously served as its director. Feb 1, 2024 ... Authors. Peter Abadir , Rama Chellappa. Affiliations. 1 Department of Medicine, Division of Geriatrics Medicine and Gerontology, Johns ...Rama Chellappa. College Park Professor. 4246 Iribe Center (301) 405-3656 (301) 314-9115. Academic Web Page. Education: Ph.D., Purdue University (Electrical Engineering) Apr 14, 2017 · Non-maximum suppression is an integral part of the object detection pipeline. First, it sorts all detection boxes on the basis of their scores. The detection box M with the maximum score is selected and all other detection boxes with a significant overlap (using a pre-defined threshold) with M are suppressed. This process is recursively applied on the remaining boxes. As per the design of the ... author={Milind Naphade and Ming-Ching Chang and Anuj Sharma and David C. Anastasiu and Vamsi Jagarlamudi and Pranamesh Chakraborty and Tingting Huang and Shuo Wang and Ming-Yu Liu and Rama Chellappa and Jenq-Neng Hwang and Siwei Lyu}, title = {The 2018 NVIDIA AI City Challenge}, booktitle = {Proc. CVPR Workshops}, pages = {53-–60}, …Rama Chellapa, an expert in computer vision and machine learning, has spent the past 29 years at the University of Maryland, including lengthy stretches as chair of …Paper Info Reviews Meta-review Author Feedback Post-Rebuttal Meta-reviews Authors Cheng Peng, Pengfei Guo, S. Kevin Zhou, Vishal M Patel, Rama Chellappa Abstract Magnetic Resonance (MR) image reconstruction from under-sampled acquisition promises faster scanning time. To this end, current State-of-The-Art (SoTA) approaches leverage …Wei-An Lin, Haofu Liao, Cheng Peng, Xiaohang Sun, Jingdan Zhang, Jiebo Luo, Rama Chellappa, Shaohua Kevin Zhou; Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, pp. 10512-10521. Computed tomography (CT) is an imaging modality widely used for medical diagnosis and treatment.In the area of artificial intelligence, we have worked on topics such as knowledge representation, random forests, stochastic Petri nets, non-monotonic reasoning and ontologies with potential applications in computer vision and medicine. We are currently working on the “deepfakes” problem and knowledge representation in deep learning networks. Ankan Bansal Anirudh Nanduri Carlos D. Castillo Rajeev Ranjan Rama Chellappa University of Maryland, College Park {ankan,snanduri,carlos,rranjan1,rama}@umiacs.umd.edu. Abstract. Recent progress in face detection (including keypoint detection), and recognition is mainly being driven by (i) …Jul 26, 2023 ... You are right in that pathology is a natural application area of computer vision, AI and ML. Steady progress is being made in the filed now ...Rajeev Ranjan, Member, IEEE, Vishal M. Patel, Senior Member, IEEE, and Rama Chellappa, Fellow, IEEE Abstract—We present an algorithm for simultaneous face detection, landmarks localization, pose estimation and gender recognition using deep convolutional neural networks (CNN). The proposed method called, HyperFace, fuses …Introduction. Vishal M. Patel, Rama Chellappa. Pages 1-2. Compressive Sensing. Vishal ... Rama Chellappa. Back to top. Bibliographic Information. Book Title: ...In Can We Trust AI?, Dr. Rama Chellappa, a researcher and innovator with 40 years in the field, recounts the evolution of AI, its current uses, and how it will drive industries and shape lives in the future. Leading AI researchers, thought leaders, and entrepreneurs contribute their expertise as well on how AI works, what we can expect from it ...Can We Trust AI? - Ebook written by Rama Chellappa. Read this book using Google Play Books app on your PC, android, iOS devices. Download for offline reading, highlight, bookmark or take notes while you read Can We Trust AI?.
Ramalingam "Rama" Chellappa, Dr. Wayne C. Westerman, Ms. Lila Ibrahim Liebat, Dr. Andrew P. Sage Jr., Dr. Joel S. Emer, Mr. Rick D. Hess, and Ragu .... Prisoner exchange
Jiang Liu is a fifth-year PhD student studying electrical and computer engineering and advised by Rama Chellappa. His research is focused on developing ...RAMA CHELLAPPA is an expert in computer vision, pattern recognition, image and signal processing, machine learning, and biometrics who uses data, geometry, and physics to help computer systems interpret the visual world. Chellappa’s work has impacted smart cars, forensics, and 2D and 3D modeling of faces, humans, objects, and terrain, and has the …RAJAGOPALAN, A.N. and Rama CHELLAPPA (eds.). "Motion deblurring: algorithms and systems" ISBN: 9781107044364 Publisher: Cambridge University Press (2014) 1 copy in …Rama Chellappa is an expert in computer vision, pattern recognition, image and signal processing, machine learning, and biometrics who uses data, geometry, and physics to help computer systems interpret the visual …AI-X. Cluster leads: Brian Caffo and Rama Chellappa There is a revolution underway in science, engineering, medicine, and public health, accelerated by a rapidly growing constellation of technologies that are built on machine learning and data science. Rama Chellappa, PhD, is a pioneering researcher and inventor in the fields of artificial intelligence, computer vision, and machine learning. A Bloomberg Distinguished Professor in electrical, computer, and biomedical engineering, he is also a member of the Johns Hopkins Center for Imaging Science, the Center for Language and Speech Processing, the …Rama Chellappa, College Park Professor and professor emeritus at UMD and Bloomberg Distinguished Professor at Johns Hopkins University, is a pioneer in the area of artificial intelligence. His work in computer vision, pattern recognition, and machine learning has had profound impact on areas including biometrics, smart cars, forensics, and 2D …Pavan Turaga 1 , Ashok Veeraraghavan, Anuj Srivastava, Rama Chellappa. Affiliation 1 Center for Automation Research, University of Maryland, College Park, College Park, MD 20742, USA. [email protected]; PMID: 21422487 DOI: 10.1109/TPAMI.2011.52 Abstract In this paper, we examine image and video-based recognition applications …This week my guest is Rama Chellappa, a pioneering AI researcher and distinguished professor at John Hopkins University who recently published his book, Can We Trust AI? In this episode we try to tackle the question posed by Rama’s book from many angles, exploring topics such as the transparency of AI in regards to the black box issue, the …Rama Chellappa. Distinguished University Professor. Minta Martin Professor of Engineering. Chair, Department of Electrical and Computer Engineering. University of …But as Rama Chellappa, professor and interim co-director of new Johns Hopkins institute notes, the future should be focused on A.I. working alongside humans—not versus. “We are going to be ...Rama Chellappa is an expert in computer vision, pattern recognition, image and signal processing, machine learning, and biometrics who uses data, geometry, and physics to help computer systems interpret the visual world. Chellappa’s work has impacted smart cars, forensics, and 2D and 3D modeling of faces, humans, objects, and terrain, and has ... BACKGROUND. Prof. Rama Chellappa received the B.E. (Hons.) degree in Electronics and Communication Engineering from the University of Madras, India in 1975 and the M.E. (with Distinction) degree from the Indian Institute of Science, Bangalore, India in 1977. RAMA CHELLAPPA is an expert in computer vision, pattern recognition, image and signal processing, machine learning, and biometrics who uses data, geometry, and physics to help computer systems interpret the visual world. Chellappa’s work has impacted smart cars, forensics, and 2D and 3D modeling of faces, humans, objects, and terrain, and has the …In recent years, deep neural network approaches have been widely adopted for machine learning tasks, including classification. However, they were shown to be vulnerable to adversarial perturbations: carefully crafted small perturbations can cause misclassification of legitimate images. We propose Defense-GAN, a new framework …Sep 30, 2021 ... Rama Chellappa, Ph.D., a Bloomberg Distinguished Professor in Electrical and Computer Engineering and Biomedical Engineering in the School ...Dive into the research topics where Rama Chellappa is active. These topic labels come from the works of this person. Together they form a unique fingerprint ...Apr 12, 2018 · Zero-Shot Object Detection. Ankan Bansal, Karan Sikka, Gaurav Sharma, Rama Chellappa, Ajay Divakaran. We introduce and tackle the problem of zero-shot object detection (ZSD), which aims to detect object classes which are not observed during training. We work with a challenging set of object classes, not restricting ourselves to similar and/or ... Bloomberg Distinguished Professor Rama Chellappa joined the Department of Biomedical Engineering with a joint appointment in the Department of Electrical and Computer Engineering in the spring of 2020. In this interview, he discusses his inspiration for pursuing a career in engineering, his research in computer vision and medical imaging, ….
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